Iterative Solution of Symmetric Quasi-Definite Linear Systems

Iterative Solution of Symmetric Quasi-Definite Linear Systems
Author :
Publisher : SIAM
Total Pages : 101
Release :
ISBN-10 : 9781611974720
ISBN-13 : 1611974720
Rating : 4/5 (20 Downloads)

Book Synopsis Iterative Solution of Symmetric Quasi-Definite Linear Systems by : Dominique Orban

Download or read book Iterative Solution of Symmetric Quasi-Definite Linear Systems written by Dominique Orban and published by SIAM. This book was released on 2017-04-07 with total page 101 pages. Available in PDF, EPUB and Kindle. Book excerpt: Numerous applications, including computational optimization and fluid dynamics, give rise to block linear systems of equations said to have the quasi-definite structure. In practical situations, the size or density of those systems can preclude a factorization approach, leaving only iterative methods as the solution technique. Known iterative methods, however, are not specifically designed to take advantage of the quasi-definite structure. This book discusses the connection between quasi-definite systems and linear least-squares problems, the most common and best understood problems in applied mathematics, and explains how quasi-definite systems can be solved using tailored iterative methods for linear least squares (with half as much work!). To encourage researchers and students to use the software, it is provided in MATLAB, Python, and Julia. The authors provide a concise account of the most well-known methods for symmetric systems and least-squares problems, research-level advances in the solution of problems with specific illustrations in optimization and fluid dynamics, and a website that hosts software in three languages.


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